Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1495 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 344.3 KiB |
| Average record size in memory | 235.8 B |
Variable types
| Numeric | 9 |
|---|---|
| Text | 2 |
| Categorical | 1 |
Cost of Living Index is highly overall correlated with Health Care Index and 4 other fields | High correlation |
Health Care Index is highly overall correlated with Cost of Living Index and 3 other fields | High correlation |
Pollution Index is highly overall correlated with Cost of Living Index and 4 other fields | High correlation |
Property Price to Income Ratio is highly overall correlated with Purchasing Power Index and 2 other fields | High correlation |
Purchasing Power Index is highly overall correlated with Cost of Living Index and 5 other fields | High correlation |
Quality of Life Index is highly overall correlated with Cost of Living Index and 7 other fields | High correlation |
Rank is highly overall correlated with Cost of Living Index and 7 other fields | High correlation |
Safety Index is highly overall correlated with Quality of Life Index and 1 other fields | High correlation |
Traffic Commute Time Index is highly overall correlated with Pollution Index and 2 other fields | High correlation |
Reproduction
| Analysis started | 2025-03-06 00:01:46.466756 |
|---|---|
| Analysis finished | 2025-03-06 00:01:55.404324 |
| Duration | 8.94 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Rank
Real number (ℝ)
High correlation
| Distinct | 87 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.733779 |
| Minimum | 1 |
|---|---|
| Maximum | 87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 19 |
| median | 38 |
| Q3 | 57 |
| 95-th percentile | 78 |
| Maximum | 87 |
| Range | 86 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 22.931071 |
|---|---|
| Coefficient of variation (CV) | 0.5920174 |
| Kurtosis | -1.0309912 |
| Mean | 38.733779 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.16123725 |
| Sum | 57907 |
| Variance | 525.83403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 20 | 1.3% |
| 30 | 20 | 1.3% |
| 32 | 20 | 1.3% |
| 33 | 20 | 1.3% |
| 34 | 20 | 1.3% |
| 35 | 20 | 1.3% |
| 36 | 20 | 1.3% |
| 37 | 20 | 1.3% |
| 38 | 20 | 1.3% |
| 39 | 20 | 1.3% |
| Other values (77) | 1295 |
| Value | Count | Frequency (%) |
| 1 | 20 | |
| 2 | 20 | |
| 3 | 20 | |
| 4 | 20 | |
| 5 | 20 | |
| 6 | 20 | |
| 7 | 20 | |
| 8 | 20 | |
| 9 | 20 | |
| 10 | 20 |
| Value | Count | Frequency (%) |
| 87 | 2 | 0.1% |
| 86 | 3 | 0.2% |
| 85 | 4 | 0.3% |
| 84 | 6 | |
| 83 | 9 | |
| 82 | 10 | |
| 81 | 10 | |
| 80 | 11 | |
| 79 | 11 | |
| 78 | 11 |
Country
Text
| Distinct | 98 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 83.4 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 18 |
| Mean length | 8.032107 |
| Min length | 4 |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Switzerland |
|---|---|
| 2nd row | Germany |
| 3rd row | Sweden |
| 4th row | United States |
| 5th row | Finland |
| Value | Count | Frequency (%) |
| united | 60 | 3.4% |
| south | 40 | 2.2% |
| china | 25 | 1.4% |
| republic | 21 | 1.2% |
| japan | 20 | 1.1% |
| ireland | 20 | 1.1% |
| denmark | 20 | 1.1% |
| austria | 20 | 1.1% |
| australia | 20 | 1.1% |
| canada | 20 | 1.1% |
| Other values (99) | 1514 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1753 | |
| i | 1018 | 8.5% |
| n | 1009 | 8.4% |
| e | 901 | 7.5% |
| r | 748 | 6.2% |
| o | 565 | 4.7% |
| t | 501 | 4.2% |
| l | 477 | 4.0% |
| d | 411 | 3.4% |
| u | 380 | 3.2% |
| Other values (41) | 4245 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12008 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1753 | |
| i | 1018 | 8.5% |
| n | 1009 | 8.4% |
| e | 901 | 7.5% |
| r | 748 | 6.2% |
| o | 565 | 4.7% |
| t | 501 | 4.2% |
| l | 477 | 4.0% |
| d | 411 | 3.4% |
| u | 380 | 3.2% |
| Other values (41) | 4245 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12008 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1753 | |
| i | 1018 | 8.5% |
| n | 1009 | 8.4% |
| e | 901 | 7.5% |
| r | 748 | 6.2% |
| o | 565 | 4.7% |
| t | 501 | 4.2% |
| l | 477 | 4.0% |
| d | 411 | 3.4% |
| u | 380 | 3.2% |
| Other values (41) | 4245 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12008 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1753 | |
| i | 1018 | 8.5% |
| n | 1009 | 8.4% |
| e | 901 | 7.5% |
| r | 748 | 6.2% |
| o | 565 | 4.7% |
| t | 501 | 4.2% |
| l | 477 | 4.0% |
| d | 411 | 3.4% |
| u | 380 | 3.2% |
| Other values (41) | 4245 |
Quality of Life Index
Real number (ℝ)
High correlation
| Distinct | 917 |
|---|---|
| Distinct (%) | 61.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 134.15666 |
| Minimum | -53 |
|---|---|
| Maximum | 285.8 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 7 |
| Negative (%) | 0.5% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | -53 |
|---|---|
| 5-th percentile | 68.18 |
| Q1 | 105.35 |
| median | 136.2 |
| Q3 | 165.7 |
| 95-th percentile | 190.83 |
| Maximum | 285.8 |
| Range | 338.8 |
| Interquartile range (IQR) | 60.35 |
Descriptive statistics
| Standard deviation | 40.828402 |
|---|---|
| Coefficient of variation (CV) | 0.30433378 |
| Kurtosis | 0.75511784 |
| Mean | 134.15666 |
| Median Absolute Deviation (MAD) | 30.3 |
| Skewness | -0.51063488 |
| Sum | 200564.2 |
| Variance | 1666.9584 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 162.3 | 7 | 0.5% |
| 173.6 | 6 | 0.4% |
| 134.5 | 6 | 0.4% |
| 163.5 | 6 | 0.4% |
| 155.4 | 5 | 0.3% |
| 100.3 | 5 | 0.3% |
| 167.5 | 5 | 0.3% |
| 103.3 | 5 | 0.3% |
| 156.9 | 5 | 0.3% |
| 146.1 | 5 | 0.3% |
| Other values (907) | 1440 |
| Value | Count | Frequency (%) |
| -53 | 1 | |
| -40.7 | 1 | |
| -35.7 | 1 | |
| -19.5 | 1 | |
| -7.1 | 1 | |
| -5.4 | 1 | |
| -4.4 | 1 | |
| 0 | 1 | |
| 1.1 | 1 | |
| 3 | 1 |
| Value | Count | Frequency (%) |
| 285.8 | 1 | |
| 254.7 | 1 | |
| 244.3 | 1 | |
| 242.7 | 1 | |
| 237.2 | 1 | |
| 228.5 | 1 | |
| 227.2 | 1 | |
| 223 | 1 | |
| 222.9 | 1 | |
| 220.8 | 1 |
Purchasing Power Index
Real number (ℝ)
High correlation
| Distinct | 833 |
|---|---|
| Distinct (%) | 55.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.804615 |
| Minimum | 3.3 |
|---|---|
| Maximum | 210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 3.3 |
|---|---|
| 5-th percentile | 24.47 |
| Q1 | 38.35 |
| median | 60.7 |
| Q3 | 91.8 |
| 95-th percentile | 124.93 |
| Maximum | 210 |
| Range | 206.7 |
| Interquartile range (IQR) | 53.45 |
Descriptive statistics
| Standard deviation | 33.282943 |
|---|---|
| Coefficient of variation (CV) | 0.49821323 |
| Kurtosis | -0.22624211 |
| Mean | 66.804615 |
| Median Absolute Deviation (MAD) | 25.4 |
| Skewness | 0.57863691 |
| Sum | 99872.9 |
| Variance | 1107.7543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.3 | 7 | 0.5% |
| 39.9 | 7 | 0.5% |
| 40.8 | 7 | 0.5% |
| 37.2 | 6 | 0.4% |
| 36.4 | 6 | 0.4% |
| 32.2 | 6 | 0.4% |
| 35.5 | 6 | 0.4% |
| 87.3 | 6 | 0.4% |
| 33.3 | 6 | 0.4% |
| 38.6 | 6 | 0.4% |
| Other values (823) | 1432 |
| Value | Count | Frequency (%) |
| 3.3 | 1 | |
| 8.2 | 1 | |
| 8.4 | 1 | |
| 8.8 | 1 | |
| 9.3 | 1 | |
| 9.4 | 2 | |
| 9.8 | 1 | |
| 11 | 1 | |
| 11.1 | 1 | |
| 11.3 | 1 |
| Value | Count | Frequency (%) |
| 210 | 1 | |
| 187.4 | 1 | |
| 182.5 | 1 | |
| 178.7 | 1 | |
| 167.9 | 1 | |
| 164.3 | 1 | |
| 161.8 | 1 | |
| 161.4 | 1 | |
| 161.1 | 1 | |
| 160.1 | 1 |
Safety Index
Real number (ℝ)
High correlation
| Distinct | 501 |
|---|---|
| Distinct (%) | 33.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.104682 |
| Minimum | 14.7 |
|---|---|
| Maximum | 88.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 14.7 |
|---|---|
| 5-th percentile | 35.27 |
| Q1 | 52.7 |
| median | 59.9 |
| Q3 | 70.7 |
| 95-th percentile | 80.03 |
| Maximum | 88.1 |
| Range | 73.4 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 13.776743 |
|---|---|
| Coefficient of variation (CV) | 0.22921248 |
| Kurtosis | 0.074751361 |
| Mean | 60.104682 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.4479316 |
| Sum | 89856.5 |
| Variance | 189.79865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 59 | 11 | 0.7% |
| 53.4 | 10 | 0.7% |
| 53.5 | 10 | 0.7% |
| 57.8 | 10 | 0.7% |
| 53.2 | 10 | 0.7% |
| 60 | 9 | 0.6% |
| 67.9 | 9 | 0.6% |
| 57.5 | 9 | 0.6% |
| 67.4 | 9 | 0.6% |
| 53.9 | 9 | 0.6% |
| Other values (491) | 1399 |
| Value | Count | Frequency (%) |
| 14.7 | 1 | |
| 14.8 | 1 | |
| 15.9 | 1 | |
| 16.4 | 1 | |
| 16.8 | 1 | |
| 17.4 | 1 | |
| 17.9 | 1 | |
| 18.8 | 1 | |
| 21.6 | 2 | |
| 22.1 | 1 |
| Value | Count | Frequency (%) |
| 88.1 | 2 | |
| 88 | 1 | |
| 87.9 | 1 | |
| 87.7 | 1 | |
| 87.3 | 1 | |
| 86.9 | 1 | |
| 86.7 | 1 | |
| 86.3 | 1 | |
| 86.2 | 1 | |
| 85.9 | 1 |
Health Care Index
Real number (ℝ)
High correlation
| Distinct | 399 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.211037 |
| Minimum | 28.3 |
|---|---|
| Maximum | 88.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 28.3 |
|---|---|
| 5-th percentile | 47.7 |
| Q1 | 57.6 |
| median | 66.4 |
| Q3 | 73.25 |
| 95-th percentile | 80.2 |
| Maximum | 88.4 |
| Range | 60.1 |
| Interquartile range (IQR) | 15.65 |
Descriptive statistics
| Standard deviation | 10.150324 |
|---|---|
| Coefficient of variation (CV) | 0.15565347 |
| Kurtosis | -0.4490491 |
| Mean | 65.211037 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | -0.32276271 |
| Sum | 97490.5 |
| Variance | 103.02908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60.5 | 12 | 0.8% |
| 52.3 | 12 | 0.8% |
| 66.3 | 11 | 0.7% |
| 75.5 | 11 | 0.7% |
| 60 | 10 | 0.7% |
| 71.9 | 10 | 0.7% |
| 69.2 | 10 | 0.7% |
| 68.2 | 10 | 0.7% |
| 55.6 | 9 | 0.6% |
| 58.9 | 9 | 0.6% |
| Other values (389) | 1391 |
| Value | Count | Frequency (%) |
| 28.3 | 1 | |
| 34.3 | 1 | |
| 35.1 | 1 | |
| 36.6 | 1 | |
| 36.9 | 1 | |
| 38.2 | 1 | |
| 38.4 | 1 | |
| 38.5 | 1 | |
| 38.7 | 1 | |
| 39.2 | 2 |
| Value | Count | Frequency (%) |
| 88.4 | 1 | 0.1% |
| 87.1 | 1 | 0.1% |
| 86.9 | 1 | 0.1% |
| 86.7 | 1 | 0.1% |
| 86.4 | 5 | |
| 86.2 | 1 | 0.1% |
| 86 | 2 | 0.1% |
| 85.9 | 2 | 0.1% |
| 85.3 | 1 | 0.1% |
| 84.7 | 1 | 0.1% |
Cost of Living Index
Real number (ℝ)
High correlation
| Distinct | 631 |
|---|---|
| Distinct (%) | 42.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.440401 |
| Minimum | 17.6 |
|---|---|
| Maximum | 138.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 17.6 |
|---|---|
| 5-th percentile | 27.74 |
| Q1 | 36.9 |
| median | 49.2 |
| Q3 | 69.1 |
| 95-th percentile | 86.6 |
| Maximum | 138.2 |
| Range | 120.6 |
| Interquartile range (IQR) | 32.2 |
Descriptive statistics
| Standard deviation | 20.573712 |
|---|---|
| Coefficient of variation (CV) | 0.38498424 |
| Kurtosis | 0.52596254 |
| Mean | 53.440401 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 0.81270837 |
| Sum | 79893.4 |
| Variance | 423.27763 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34.7 | 9 | 0.6% |
| 49.2 | 8 | 0.5% |
| 30.9 | 8 | 0.5% |
| 41.8 | 8 | 0.5% |
| 75.9 | 8 | 0.5% |
| 30.7 | 8 | 0.5% |
| 35.7 | 7 | 0.5% |
| 35.1 | 7 | 0.5% |
| 37.4 | 7 | 0.5% |
| 31 | 7 | 0.5% |
| Other values (621) | 1418 |
| Value | Count | Frequency (%) |
| 17.6 | 1 | |
| 17.8 | 1 | |
| 18 | 1 | |
| 18.5 | 1 | |
| 18.6 | 1 | |
| 18.8 | 1 | |
| 19.3 | 1 | |
| 19.9 | 1 | |
| 20.4 | 1 | |
| 21 | 2 |
| Value | Count | Frequency (%) |
| 138.2 | 1 | |
| 131.7 | 1 | |
| 131.4 | 1 | |
| 126 | 1 | |
| 125.7 | 2 | |
| 125 | 1 | |
| 124.5 | 1 | |
| 123.3 | 1 | |
| 123.1 | 1 | |
| 122.7 | 1 |
Property Price to Income Ratio
Real number (ℝ)
High correlation
| Distinct | 279 |
|---|---|
| Distinct (%) | 18.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.876856 |
| Minimum | 2.6 |
|---|---|
| Maximum | 202.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 2.6 |
|---|---|
| 5-th percentile | 4.47 |
| Q1 | 8.4 |
| median | 11.1 |
| Q3 | 14.7 |
| 95-th percentile | 26.4 |
| Maximum | 202.1 |
| Range | 199.5 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 8.4756372 |
|---|---|
| Coefficient of variation (CV) | 0.65820702 |
| Kurtosis | 167.48976 |
| Mean | 12.876856 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 8.4473038 |
| Sum | 19250.9 |
| Variance | 71.836425 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.1 | 20 | 1.3% |
| 11 | 19 | 1.3% |
| 12.7 | 19 | 1.3% |
| 7.5 | 19 | 1.3% |
| 10.9 | 18 | 1.2% |
| 9.6 | 18 | 1.2% |
| 8.6 | 17 | 1.1% |
| 9.9 | 17 | 1.1% |
| 10.7 | 17 | 1.1% |
| 10.6 | 17 | 1.1% |
| Other values (269) | 1314 |
| Value | Count | Frequency (%) |
| 2.6 | 2 | 0.1% |
| 2.7 | 4 | 0.3% |
| 2.8 | 7 | |
| 2.9 | 6 | |
| 3 | 2 | 0.1% |
| 3.1 | 6 | |
| 3.2 | 3 | 0.2% |
| 3.3 | 10 | |
| 3.4 | 6 | |
| 3.5 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 202.1 | 1 | |
| 49.4 | 2 | |
| 47.5 | 1 | |
| 46.9 | 2 | |
| 46 | 1 | |
| 45.7 | 1 | |
| 45.2 | 1 | |
| 44.9 | 1 | |
| 44.4 | 1 | |
| 43.5 | 1 |
Traffic Commute Time Index
Real number (ℝ)
High correlation
| Distinct | 323 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.792508 |
| Minimum | 11.8 |
|---|---|
| Maximum | 65.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 11.8 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 29.9 |
| median | 34.9 |
| Q3 | 40.25 |
| 95-th percentile | 49.1 |
| Maximum | 65.2 |
| Range | 53.4 |
| Interquartile range (IQR) | 10.35 |
Descriptive statistics
| Standard deviation | 7.9055247 |
|---|---|
| Coefficient of variation (CV) | 0.22087093 |
| Kurtosis | 0.73189915 |
| Mean | 35.792508 |
| Median Absolute Deviation (MAD) | 5.1 |
| Skewness | 0.72696623 |
| Sum | 53509.8 |
| Variance | 62.49732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.1 | 23 | 1.5% |
| 29.4 | 20 | 1.3% |
| 35.8 | 16 | 1.1% |
| 39.4 | 15 | 1.0% |
| 34.7 | 15 | 1.0% |
| 33.6 | 14 | 0.9% |
| 34.8 | 14 | 0.9% |
| 31.1 | 14 | 0.9% |
| 28.9 | 13 | 0.9% |
| 35.6 | 13 | 0.9% |
| Other values (313) | 1338 |
| Value | Count | Frequency (%) |
| 11.8 | 1 | |
| 18.8 | 1 | |
| 19 | 1 | |
| 19.5 | 1 | |
| 19.7 | 1 | |
| 19.8 | 1 | |
| 19.9 | 1 | |
| 20 | 2 | |
| 20.1 | 2 | |
| 20.3 | 2 |
| Value | Count | Frequency (%) |
| 65.2 | 1 | 0.1% |
| 64.2 | 1 | 0.1% |
| 63.4 | 2 | |
| 63.3 | 1 | 0.1% |
| 62.8 | 1 | 0.1% |
| 62.1 | 1 | 0.1% |
| 62 | 2 | |
| 61.7 | 1 | 0.1% |
| 61.1 | 1 | 0.1% |
| 60.2 | 4 |
Pollution Index
Real number (ℝ)
High correlation
| Distinct | 629 |
|---|---|
| Distinct (%) | 42.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.431237 |
| Minimum | 11.5 |
|---|---|
| Maximum | 96.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 11.5 |
|---|---|
| 5-th percentile | 19.17 |
| Q1 | 33.75 |
| median | 56.1 |
| Q3 | 67.65 |
| 95-th percentile | 84.76 |
| Maximum | 96.6 |
| Range | 85.1 |
| Interquartile range (IQR) | 33.9 |
Descriptive statistics
| Standard deviation | 20.66028 |
|---|---|
| Coefficient of variation (CV) | 0.39404525 |
| Kurtosis | -1.0593742 |
| Mean | 52.431237 |
| Median Absolute Deviation (MAD) | 16.8 |
| Skewness | -0.14039278 |
| Sum | 78384.7 |
| Variance | 426.84717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 67.2 | 10 | 0.7% |
| 62.9 | 10 | 0.7% |
| 58.5 | 9 | 0.6% |
| 75.4 | 8 | 0.5% |
| 63.1 | 8 | 0.5% |
| 41 | 8 | 0.5% |
| 40.4 | 7 | 0.5% |
| 72.9 | 7 | 0.5% |
| 72.8 | 7 | 0.5% |
| 64.5 | 7 | 0.5% |
| Other values (619) | 1414 |
| Value | Count | Frequency (%) |
| 11.5 | 1 | 0.1% |
| 11.6 | 1 | 0.1% |
| 11.8 | 2 | |
| 11.9 | 3 | |
| 12 | 4 | |
| 12.1 | 2 | |
| 12.2 | 1 | 0.1% |
| 12.6 | 1 | 0.1% |
| 13.4 | 1 | 0.1% |
| 14.6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 96.6 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 94.6 | 1 | 0.1% |
| 94.3 | 1 | 0.1% |
| 94 | 1 | 0.1% |
| 93.6 | 1 | 0.1% |
| 92.8 | 1 | 0.1% |
| 89.5 | 1 | 0.1% |
| 89.4 | 5 | |
| 89.3 | 2 | 0.1% |
Climate Index
Text
| Distinct | 414 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 77.1 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 3.7150502 |
| Min length | 1 |
Unique
| Unique | 200 ? |
|---|---|
| Unique (%) | 13.4% |
Sample
| 1st row | - |
|---|---|
| 2nd row | - |
| 3rd row | - |
| 4th row | - |
| 5th row | - |
| Value | Count | Frequency (%) |
| 143 | 9.6% | |
| 71.2 | 18 | 1.2% |
| 86.0 | 17 | 1.1% |
| 89.0 | 17 | 1.1% |
| 67.8 | 16 | 1.1% |
| 90.2 | 16 | 1.1% |
| 59.1 | 15 | 1.0% |
| 68.4 | 15 | 1.0% |
| 76.3 | 15 | 1.0% |
| 57.5 | 15 | 1.0% |
| Other values (399) | 1208 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1352 | |
| 8 | 676 | |
| 7 | 593 | |
| 9 | 591 | |
| 6 | 450 | 8.1% |
| 4 | 311 | 5.6% |
| 5 | 304 | 5.5% |
| 2 | 294 | 5.3% |
| 0 | 290 | 5.2% |
| 3 | 290 | 5.2% |
| Other values (2) | 403 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5554 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 1352 | |
| 8 | 676 | |
| 7 | 593 | |
| 9 | 591 | |
| 6 | 450 | 8.1% |
| 4 | 311 | 5.6% |
| 5 | 304 | 5.5% |
| 2 | 294 | 5.3% |
| 0 | 290 | 5.2% |
| 3 | 290 | 5.2% |
| Other values (2) | 403 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5554 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 1352 | |
| 8 | 676 | |
| 7 | 593 | |
| 9 | 591 | |
| 6 | 450 | 8.1% |
| 4 | 311 | 5.6% |
| 5 | 304 | 5.5% |
| 2 | 294 | 5.3% |
| 0 | 290 | 5.2% |
| 3 | 290 | 5.2% |
| Other values (2) | 403 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5554 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 1352 | |
| 8 | 676 | |
| 7 | 593 | |
| 9 | 591 | |
| 6 | 450 | 8.1% |
| 4 | 311 | 5.6% |
| 5 | 304 | 5.5% |
| 2 | 294 | 5.3% |
| 0 | 290 | 5.2% |
| 3 | 290 | 5.2% |
| Other values (2) | 403 | 7.3% |
Year
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.9 KiB |
| 2022/2 | 87 |
|---|---|
| 2022 | 87 |
| 2015 | 86 |
| 2024 | 85 |
| 2023/2 | 84 |
| Other values (15) |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.9846154 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2015 |
|---|---|
| 2nd row | 2015 |
| 3rd row | 2015 |
| 4th row | 2015 |
| 5th row | 2015 |
Common Values
| Value | Count | Frequency (%) |
| 2022/2 | 87 | 5.8% |
| 2022 | 87 | 5.8% |
| 2015 | 86 | 5.8% |
| 2024 | 85 | 5.7% |
| 2023/2 | 84 | 5.6% |
| 2023 | 84 | 5.6% |
| 2021 | 83 | 5.6% |
| 2021/2 | 83 | 5.6% |
| 2024/2 | 83 | 5.6% |
| 2020/2 | 82 | 5.5% |
| Other values (10) | 651 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2022/2 | 87 | 5.8% |
| 2022 | 87 | 5.8% |
| 2015 | 86 | 5.8% |
| 2024 | 85 | 5.7% |
| 2023/2 | 84 | 5.6% |
| 2023 | 84 | 5.6% |
| 2021 | 83 | 5.6% |
| 2021/2 | 83 | 5.6% |
| 2024/2 | 83 | 5.6% |
| 2020/2 | 82 | 5.5% |
| Other values (10) | 651 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 3243 | |
| 0 | 1657 | |
| 1 | 823 | 11.0% |
| / | 736 | 9.9% |
| 4 | 168 | 2.3% |
| 3 | 168 | 2.3% |
| 9 | 148 | 2.0% |
| 5 | 143 | 1.9% |
| 8 | 126 | 1.7% |
| 7 | 123 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7452 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3243 | |
| 0 | 1657 | |
| 1 | 823 | 11.0% |
| / | 736 | 9.9% |
| 4 | 168 | 2.3% |
| 3 | 168 | 2.3% |
| 9 | 148 | 2.0% |
| 5 | 143 | 1.9% |
| 8 | 126 | 1.7% |
| 7 | 123 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7452 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3243 | |
| 0 | 1657 | |
| 1 | 823 | 11.0% |
| / | 736 | 9.9% |
| 4 | 168 | 2.3% |
| 3 | 168 | 2.3% |
| 9 | 148 | 2.0% |
| 5 | 143 | 1.9% |
| 8 | 126 | 1.7% |
| 7 | 123 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7452 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3243 | |
| 0 | 1657 | |
| 1 | 823 | 11.0% |
| / | 736 | 9.9% |
| 4 | 168 | 2.3% |
| 3 | 168 | 2.3% |
| 9 | 148 | 2.0% |
| 5 | 143 | 1.9% |
| 8 | 126 | 1.7% |
| 7 | 123 | 1.7% |
Interactions
Correlations
| Cost of Living Index | Health Care Index | Pollution Index | Property Price to Income Ratio | Purchasing Power Index | Quality of Life Index | Rank | Safety Index | Traffic Commute Time Index | Year | |
|---|---|---|---|---|---|---|---|---|---|---|
| Cost of Living Index | 1.000 | 0.567 | -0.648 | -0.421 | 0.743 | 0.686 | -0.732 | 0.420 | -0.368 | 0.063 |
| Health Care Index | 0.567 | 1.000 | -0.484 | -0.208 | 0.556 | 0.561 | -0.580 | 0.350 | -0.161 | 0.000 |
| Pollution Index | -0.648 | -0.484 | 1.000 | 0.479 | -0.630 | -0.850 | 0.859 | -0.396 | 0.577 | 0.000 |
| Property Price to Income Ratio | -0.421 | -0.208 | 0.479 | 1.000 | -0.635 | -0.656 | 0.669 | -0.164 | 0.416 | 0.000 |
| Purchasing Power Index | 0.743 | 0.556 | -0.630 | -0.635 | 1.000 | 0.821 | -0.844 | 0.460 | -0.395 | 0.146 |
| Quality of Life Index | 0.686 | 0.561 | -0.850 | -0.656 | 0.821 | 1.000 | -0.959 | 0.535 | -0.620 | 0.180 |
| Rank | -0.732 | -0.580 | 0.859 | 0.669 | -0.844 | -0.959 | 1.000 | -0.535 | 0.620 | 0.000 |
| Safety Index | 0.420 | 0.350 | -0.396 | -0.164 | 0.460 | 0.535 | -0.535 | 1.000 | -0.480 | 0.000 |
| Traffic Commute Time Index | -0.368 | -0.161 | 0.577 | 0.416 | -0.395 | -0.620 | 0.620 | -0.480 | 1.000 | 0.000 |
| Year | 0.063 | 0.000 | 0.000 | 0.000 | 0.146 | 0.180 | 0.000 | 0.000 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Rank | Country | Quality of Life Index | Purchasing Power Index | Safety Index | Health Care Index | Cost of Living Index | Property Price to Income Ratio | Traffic Commute Time Index | Pollution Index | Climate Index | Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Switzerland | 222.9 | 146.5 | 73.2 | 66.3 | 126.0 | 7.3 | 25.6 | 24.1 | - | 2015 |
| 1 | 2 | Germany | 195.9 | 111.8 | 71.5 | 75.6 | 76.3 | 6.6 | 31.1 | 28.3 | - | 2015 |
| 2 | 3 | Sweden | 193.9 | 110.9 | 57.9 | 76.3 | 82.9 | 9.2 | 26.9 | 15.1 | - | 2015 |
| 3 | 4 | United States | 192.5 | 126.1 | 50.0 | 67.8 | 76.5 | 2.6 | 36.0 | 31.4 | - | 2015 |
| 4 | 5 | Finland | 190.2 | 101.2 | 70.5 | 69.4 | 89.7 | 7.0 | 33.2 | 14.9 | - | 2015 |
| 5 | 6 | Denmark | 190.2 | 105.7 | 74.3 | 79.3 | 100.6 | 5.0 | 27.8 | 31.8 | - | 2015 |
| 6 | 7 | Austria | 182.6 | 104.6 | 73.8 | 78.4 | 76.9 | 9.6 | 25.9 | 34.0 | - | 2015 |
| 7 | 8 | Australia | 180.8 | 110.4 | 57.8 | 71.9 | 99.3 | 7.1 | 36.2 | 21.6 | - | 2015 |
| 8 | 9 | Canada | 177.6 | 105.1 | 62.5 | 69.6 | 81.8 | 5.5 | 38.9 | 27.3 | - | 2015 |
| 9 | 10 | New Zealand | 175.5 | 91.0 | 60.2 | 72.6 | 93.7 | 5.8 | 28.1 | 17.6 | - | 2015 |
| Rank | Country | Quality of Life Index | Purchasing Power Index | Safety Index | Health Care Index | Cost of Living Index | Property Price to Income Ratio | Traffic Commute Time Index | Pollution Index | Climate Index | Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1485 | 74 | Thailand | 98.4 | 40.8 | 62.2 | 77.2 | 34.1 | 26.1 | 38.8 | 75.7 | 58.4 | 2024/2 |
| 1486 | 75 | Vietnam | 97.2 | 40.5 | 58.2 | 61.4 | 28.7 | 22.6 | 29.6 | 84.2 | 71.2 | 2024/2 |
| 1487 | 76 | Philippines | 90.8 | 33.3 | 57.0 | 67.1 | 31.0 | 25.8 | 42.0 | 72.6 | 61.2 | 2024/2 |
| 1488 | 77 | Lebanon | 86.5 | 25.4 | 53.4 | 63.7 | 41.8 | 24.3 | 38.7 | 89.4 | 94.7 | 2024/2 |
| 1489 | 78 | Egypt | 86.0 | 20.0 | 52.7 | 47.5 | 21.0 | 15.5 | 48.1 | 82.7 | 88.5 | 2024/2 |
| 1490 | 79 | Peru | 84.6 | 34.8 | 32.7 | 56.3 | 30.0 | 18.3 | 48.9 | 82.5 | 97.7 | 2024/2 |
| 1491 | 80 | Iran | 80.4 | 26.0 | 49.7 | 52.5 | 26.4 | 23.4 | 46.4 | 75.3 | 71.0 | 2024/2 |
| 1492 | 81 | Sri Lanka | 75.2 | 17.5 | 57.9 | 71.0 | 34.6 | 39.1 | 54.6 | 58.5 | 59.1 | 2024/2 |
| 1493 | 82 | Bangladesh | 72.6 | 33.1 | 38.4 | 42.2 | 22.5 | 12.3 | 57.6 | 85.6 | 71.3 | 2024/2 |
| 1494 | 83 | Nigeria | 42.7 | 11.0 | 33.3 | 48.2 | 31.4 | 23.9 | 64.2 | 88.2 | 60.8 | 2024/2 |